{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# ECG Noise Quantification Demo\n",
    "This notebook demonstrates the use of the ecg_noise_quantification function for computing global and local PSNR (Peak Signal-to-Noise Ratio) on single-lead and multi-lead ECG signals. It includes visualization of raw ECG signals, input/output scalograms, and PSNR values/MSE maps."
   ],
   "id": "f31f2fad6861561c"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Setup\n",
    "Load required libraries and pretrained model checkpoint.\n",
    "\n",
    "#### 🔗 Pretrained Model\n",
    "You can download the pretrained latent diffusion model from 🤗 Hugging Face:\n",
    "\n",
    "👉 [Download pretrained model](https://huggingface.co/Taeseong-Han/ECGNoiseQuantification/blob/main/pretrained_ldm.pth)"
   ],
   "id": "d7cb6ee4c198b010"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:20.734060Z",
     "start_time": "2025-06-18T16:26:20.728072Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from utils.inference import ecg_noise_quantification\n",
    "\n",
    "checkpoint_path = \"./output/pretrained_ldm.pth\"  # Update with the correct path to the pretrained model"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Example1 - Single-lead, Gloabal PSNR\n",
    "Compute and visualize global PSNR for a single-lead ECG signal."
   ],
   "id": "ecc3c8b1bb7067a6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:29.930409Z",
     "start_time": "2025-06-18T16:26:25.487733Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Load single-lead ECG data\n",
    "ecg = np.load(\"./data/database/ecg_example.npz\")['signal']\n",
    "\n",
    "# Compute global PSNR (n_partitions=1)\n",
    "output = ecg_noise_quantification(\n",
    "    ecg=ecg,\n",
    "    sampling_freq=500,\n",
    "    checkpoint_path=checkpoint_path,\n",
    "    n_partitions=1,\n",
    "    return_images=True,\n",
    ")\n",
    "\n",
    "print(f\"ECG shape: {ecg.shape}\")\n",
    "print(f\"Input sclaogram shape: {output.cleaned_image.shape}\")  # (leads, segments, H, W)\n",
    "print(f\"Output sclaogram shape: {output.original_image.shape}\")  # (leads, segments, H, W)\n",
    "print(f\"PSNR shape: {output.psnr.shape}\")  # (leads, segments)"
   ],
   "id": "edbba95c79540b64",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ECG shape: (5000,)\n",
      "Input sclaogram shape: (1, 1, 32, 256)\n",
      "Output sclaogram shape: (1, 1, 32, 256)\n",
      "PSNR shape: (1, 1)\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:35.022288Z",
     "start_time": "2025-06-18T16:26:34.532832Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Visualize results\n",
    "\n",
    "# Global PSNR: Single column plot\n",
    "fig, axes = plt.subplots(4, 1, figsize=(6, 6))\n",
    "\n",
    "# Raw ECG signal\n",
    "t_signal = np.linspace(0, 10, len(ecg))\n",
    "axes[0].plot(t_signal, ecg)\n",
    "axes[0].set_title(\"Raw ECG Signal\")\n",
    "axes[0].set_xlabel(\"Time (s)\")\n",
    "axes[0].set_ylabel(\"Amplitude\")\n",
    "\n",
    "# Original scalogram\n",
    "original_image = np.squeeze(output.original_image)\n",
    "axes[1].imshow(original_image, cmap='jet', extent=[0, 10, 0.5, 40], aspect=1 / 35)\n",
    "axes[1].set_title(\"Original Scalogram (Model Input)\")\n",
    "axes[1].set_xlabel(\"Time (s)\")\n",
    "axes[1].set_ylabel(\"Frequency (Hz)\")\n",
    "\n",
    "# Cleaned scalogram\n",
    "cleaned_image = np.squeeze(output.cleaned_image)\n",
    "axes[2].imshow(cleaned_image, cmap='jet', extent=[0, 10, 0.5, 40], aspect=1 / 35)\n",
    "axes[2].set_title(\"Cleaned Scalogram (Model Output)\")\n",
    "axes[2].set_xlabel(\"Time (s)\")\n",
    "axes[2].set_ylabel(\"Frequency (Hz)\")\n",
    "\n",
    "# MSE with PSNR annotation\n",
    "mse = (original_image - cleaned_image) ** 2\n",
    "axes[3].imshow(mse, cmap='jet', extent=[0, 10, 0.5, 40], aspect=1 / 35)\n",
    "axes[3].set_title(f\"MSE (PSNR: {output.psnr[0, 0]:.2f})\")\n",
    "axes[3].set_xlabel(\"Time (s)\")\n",
    "axes[3].set_ylabel(\"Frequency (Hz)\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "6ad8d12fc39796e3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Example2 - Single-Lead, Local PSNR\n",
    "Compute and visualize local PSNR for a single-lead ECG signal with 8 partitions."
   ],
   "id": "30b52021fd96386f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:41.479779Z",
     "start_time": "2025-06-18T16:26:41.016084Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Compute local PSNR (n_partitions=8)\n",
    "output = ecg_noise_quantification(\n",
    "    ecg=ecg,\n",
    "    sampling_freq=500,\n",
    "    checkpoint_path=checkpoint_path,\n",
    "    n_partitions=8,  # Local PSNR parameter\n",
    "    return_images=True,\n",
    ")\n",
    "\n",
    "print(f\"ECG shape: {ecg.shape}\")\n",
    "print(f\"Input sclaogram shape: {output.cleaned_image.shape}\")  # (leads, segments, H, W)\n",
    "print(f\"Output sclaogram shape: {output.original_image.shape}\")  # (leads, segments, H, W)\n",
    "print(f\"PSNR shape: {output.psnr.shape}\")  # (leads, segments)"
   ],
   "id": "11616a4857df8ac3",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ECG shape: (5000,)\n",
      "Input sclaogram shape: (1, 1, 32, 256)\n",
      "Output sclaogram shape: (1, 1, 32, 256)\n",
      "PSNR shape: (1, 8)\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:51.552748Z",
     "start_time": "2025-06-18T16:26:51.290563Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Local PSNR: Multi-column plot for partitions\n",
    "vmin, vmax = mse.min(), mse.max()\n",
    "plt.figure(figsize=(7, 1))\n",
    "\n",
    "for i in range(8):\n",
    "    ax = plt.subplot(1, 8, i + 1)\n",
    "    plt.title(f\"{output.psnr[0, i]:.2f}\")\n",
    "    ax.imshow(mse[:, i * 32:(i + 1) * 32], cmap='jet', extent=[0, 10, 0.5, 40], vmin=vmin, vmax=vmax)\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.set_aspect('auto')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.05, hspace=0)\n",
    "plt.tight_layout(pad=0.5)\n",
    "plt.show()"
   ],
   "id": "328ff26c9bae81b6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 700x100 with 8 Axes>"
      ],
      "image/png": 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DDjrI6+vrKx0XBmjp0qVl11x22WVeY2NjrGeShhEW70M/hON5nvfd737XA7z/+Z//qaZpexxRfet5ntfb2+udcsopJWdj5syZ3pVXXumdeOKJZUrAhvTtZZddVvbb0qVLvbe+9a2lv/fHvtX4zne+4wHej370o6rKSWoIJ63PvoRzzjmn9JBRvRnhSy65xJs5c6bT+NofZXb16tXeeeedFzq2bds2r7293XvPe96Tqpy//Mu/jByrKOix3hcxXX0bJ7cu7Ny50zvqqKO8Cy64IFU5ewuS6rUf/OAHXkNDQyi3Nw5pGOFbbrnFy+fzZQ86v//97/eam5u9gYGBhK3Zu5B2zRgbG/NmzJhRsY8ffPBBr6Ghwfv1r39dOhZlCO/cudO7/PLLS+QD4L3tbW/zPvShD3mA9+STT1bVtmqxR3KEd+zYwTve8Q6Ghoa48847WbRoUek3+X9nZ2fZdQsXLqRQKMTueXvggQcCsHnz5rLfNm/enKishQsXArB9+/akTdprENe3AIsXL+b+++/n+eef57777qO3t5evfOUrbNy4kcMOOyz23pXGRvfX/ti3GjfffDNz587lvPPO2yvqsy/hwgsv5NFHH+X555+vOJ/b29uZPXt2ovuOj4/z4x//mLPPPtspw/ubzL700kvceeedrFmzJnRNe3s7p556aqp9aD//+c9z3XXXcc0113DxxRcnvk6P9b6G6erbSnLrwqxZs1izZg3/+Z//yfj4eOKy9gYk1Wt33303l1xyCeeeey7f/va3E907jX1w3XXX8cY3vpHu7u7QeWvWrGFsbKyq5xP2NKpZM+Q9DoODg7HnfeITn+C0005j6dKl9PT00NPTw8DAAGD69tVXXy2dO2vWLG644QY2bdrEfffdx3PPPcddd93Fjh07mDFjBsuWLautoSkx7YbwxMQE73znO3n++ee5/fbbOfLII0O/L1q0iK6uLvr6+squ3bRpE01NTbS2tkbe/7jjjgMo28B506ZN9Pb2ln4HOOGEEwDKytq0aRPA9O9lVyMq9a3G8uXLOe200+jq6uKZZ55h8+bNnH322bH3j+ovMH2m+2t/7tvNmzfz3//931xwwQWJjbSprM++Blm4d+zYweLFiznggAOcG7I/8sgjoflcCT/72c8YGRmJfNhof5PZ/v5+ACYnJ8uuLRQKkS8gsvGP//iPfO5zn+NjH/sYV111Vao66rHelzBdfQuV5TYK4+PjeJ7HyMhIquv2JJLqtYcffpjzzz+fN73pTfzwhz8kl0v2SoSjjz6aXC5Xpk927drF2rVrQ/qkv78/cvyAVGO4N6DaNWNkZISBgYGK+u/VV1/lvvvuY+nSpaXPlVdeCRjn4dhjjy27prOzk9NOO43DDjuMyclJ7r33Xk466SRaWlrSN7AWTCf9XCwWvTVr1ni5XK5sCy+NK664wgO8X/3qV6Vjr732mtfW1ub9/u//funYrl27vPXr14ce0vI8zzviiCO8lStXhnJfrr76aq+hocF75plnSsd+/OMfe4D3qU99qnRscnLSO/XUU7329vZUIdc9jaR9a2NyctI799xzvebm5lBIOKpvV65c6bW1tYW2lJH8ta985SulY/tz38pDhf/1X//l/D2qbzXiUiOqHeu9Da48/l27dnnHH3+8l8/nS/mNH/rQh7x8Ph9Kd7rnnns8wLv++utD18b165o1a7zm5ubIvMn9TWa3bt3qzZgxwzvjjDNCqQkbN270WlpavNWrV5eORfXtD37wA2/GjBne+973vtj0hqRjvS9guvpWUEluXX27fft276CDDvIOOuigNE3bo0iq15555hmvo6PDO+qooyo+aLl+/fqyVKfVq1d7Bx54YCjn/4YbbvCA0MP45513njdr1izvueeeC13/rne9y5sxY8Y+lYqWpG/Hx8edz0FICpp+r4NLZu+66y7vxz/+cejz//7f//MA72tf+5p3++23x9bxmmuuqSmdsBY0eJ7nTZfR/bGPfYxvfvObvPOd7+Q973lP2e8XXXQRYDyxN77xjYyOjvLxj3+cuXPn8u1vf5uNGzfy4IMPsnLlSgB6enpYunQpl156KTfddFPpPrfffjtr1qzhrW99K+9973tZt24d3/rWt7j88sv553/+59J5nudxzjnn8Otf/5o///M/Z+XKlfzkJz/h7rvv3ufedpS0b6+44gomJiY47rjjKBQK/Pu//zuPPPII3/3ud0Mhzai+/e///m/OOeccli1bxgc/+EF27NjB17/+dQ488EAef/zxkie3P/at4E1vehObN29m48aNzJhRHnSJ6tv77ruP++67DzBvpWpububyyy8HYNWqVaxataqq+uytOP/88xkeHmbVqlUsXryYLVu2cPPNN/Pss8/yd3/3d3z84x8HzBue3vjGNzJv3jyuuOIKRkdH+epXv0p3dzePPvpoiXWP6leAwcFBurq6uOCCC7jllluc9dkfZfbP//zPueGGG3jrW9/KH/7hHzIyMsJ1113H5s2b+fWvf12SOVffPvLII5x22mnMnTuXL3/5yzQ2NobKeMtb3sKhhx4KJB/rfQHT0beCJHJ7wgkn0N3dzUknncTChQt59dVXufHGG9m0aRO33norF154YX07YIqQpF9HRkY46qij6Ovr40tf+hKLFy8OnfOGN7yB3/u93yv93dDQwOmnn869995bOvbEE0/wlre8hSOPPJIPfOAD9Pb28nd/93esWrUq9HbV++67jzPPPJOOjg4+8pGP0NHRwe23384dd9zBn/3Zn/Ev//Iv9e+EKUKSvu3p6eGNb3wjf/zHf1x6pfJdd93FL3/5S1avXs0vfvGL0noWJ7MaN910E5dddhmPPvpoaMu673//+9x2222sWrWKlpYW7rnnHn74wx/uuX6dTqv79NNPD21DYn80XnzxRe/888/32travHw+75155pneI488Ejrn5Zdf9gDv0ksvLSvrxz/+sXfcccd5s2fP9rq7u72rr77a27VrV9l5IyMj3hVXXOF1dXV5s2bN8o455hjv+9//fl3bPR1I2rc33nijt3LlSm/OnDlea2urd9ZZZ4WS2wVxfXv33Xd7J598stfU1OS1t7d7F198sbd58+ay8/a3vvU8z3v22Wc9IPbtOFF9+9nPfjayjM9+9rNV1Wdvxi233OKdffbZXmdnp5fL5bz58+d7Z599tvfTn/607Nx169Z5b3vb27zm5mZv3rx53vve976yB4fiZPbb3/62B5Xfnri/yWyhUPCuvfZa77jjjvNaWlq8lpYW761vfWuZTnD1rTwIE/W58cYbS+emGeu9HdPRt4Ikcvutb33LO/XUU70FCxZ4uVzOO+CAA7x3vvOdzgfC9mYk6Vfpq6iP3YeAM7L2m9/8xnvLW97iNTU1eQcccID34Q9/2MmGPvzww9473vEOr6ury2tsbPQOO+ww74tf/GKircT2JiTp2+3bt3sXXXSRt2zZMq+5udmbPXu2d9RRR3lf+tKXymynOJnViHpY7uGHH/ZWrVrlzZ8/32tqavJWrlzpffvb395jD81OKyOcIUOGDBkyZMiQIcPegj3+ZrkMGTJkyJAhQ4YMGfYEMkM4Q4YMGTJkyJAhw36JzBDOkCFDhgwZMmTIsF8iM4QzZMiQIUOGDBky7JfIDOEMGTJkyJAhQ4YM+yUyQzhDhgwZMmTIkCHDfolE7yXcvXs3mzZtorW1lYaGhqmu0+8cPP81l4sWLSp7wULWt9Uj69epQ9a3U4esb6cGWb9OHbK+nRpk/Tp1iOtb18kVsXHjxtjNmLNPss/GjRuzvs36dZ/6ZH2b9e2+9sn6Nevbfe2T9ev09q2NRIxwa2ur/7/ngXYMkTwObAUmgJeAV4H5wJv875eAF4FW4FD/uxXI+9fdDbzm36sRaAIW+d+b/XPywAHqmu1+PfKqdkX/e9z6Owq6yfa5BwKLgQXAG2EmMPkkcI+6ttE/b6H/t9xjAhjzv7db9dkJfFX1Y4Dg2GcwBbogry7N+Z8J//5RbW3yr5Fzcpg+a4FF74crgUPh0DOeZj47ePxzp8LfP+vXexMwAoz633ItQEGVmbPKaMKMe96/bsT//4FAMzBIMH7SN40EfRjXHoG0X66dAL5QoV//CpiLkb2c+v49mLMQXgd4DOjDyKPI5AH+uWvgjY2mO17Ab8dWv58mMWNORH+JnIwAv/W/iwnaWQm6Ha77FRzH5DpU/eZj5nOLX88m4P/8uiaR2S/6ZU0QjI1+za78lgZ6jIvWd9T5rr4YV7/b86cV0+4CRiYLmL5oxYzpIGGZlDkEcDBGn23H9JXIdKU26XbsBP4+gdzOtu4hbZG2Fvzf8pixE107H2YvgTdihvZg/1Y/BTat8+v8IkZmm/zr9Vgd7H8mgFcI6wNXe3QdWwn0j9ZXcq3uUxsHY+bMCLDRKq/V/70Vs9Zskh4jmK/zgDUV+vXv/LJl3Jr87/mYOdCI6TTRbSMEclL0/7ZlWstsWcnA4f79jzZj8gow+CBmjRSMqzJkHRrz+0HrxhyBntWy+BBhWTwMZv+BOeV1v8qDYIRgo7qXlnORBQh01QF+eePAhyv07T8SzLUmv35twBvMf18FuNVv92HAUX6dRTcu8j8FjB4uAifDzDeEu3en/30w8KfAMfCVsz/CB//5e3AgvPzOhWxgOX/FN9h4yWGwDWO67JBrZS2SPpuPGfMJv9xxVZjIHrjXKf1/LfdNBHJW9MuY7/9/q/8tff3pCv16JTBHjmLkqcXv21a/714Chv3+O9Av93H/W/SDxiK/A1uAQ4AG4EHgfv98sdkKGJ04jLHLxgn00Pnwb4uZfcYgO+9pN2bSDoK+3grQBzMXG/PmUOBzwEu3+u1v8esi6670YR64BE5tNn+KWbQTo4ZeBbY+6bd5O4Ge0Ii3D2wkMoQDWl4WkAbMIEinNPvfIxijohHTcVLB+UCnKlIaO5PAQG707yOC5PnfHf65IoT4v6HOLRAMtCwO8rs+1qjKGlfHRZjb/XougWVtxh5+6AiMcODXIw+cBE1HwoQH3An0WvdpUvUaR0bSFd4Ijkl77UWm3f9IO4qYvvWstmrIhJRz8sAyoA3G2uA58/PQnCXMntkPXpt/zWz/OunvXf79RBKljhBMhpmEjQ9ZoEVhn4zp0yf8T0HdQyZzATNrotqjofvIjHl8v87GTPpu64wX4PUXMItNn6q79EEjRs774MljMX3+BNDv/3+QoK/w6+6p/4OZsZsJ5MAjkA1tyFSDgrq+QNgA1X0k54gcNWLGI0egSCGYDw2YMU0is+MEcoO6l5Q7k6BP0kDqLtfGOYiiT+T/jYTlKUdYfgsYvTSO6Yf3YfrhceABwgub9JnMO/l+mWA8tbFaCeF2VJbbFsL6oICZkzIPhSQQg62IkeeZZtFY12YuFT+efmA3ZmErqnuJHm/zv7swi+QwwUKu9YHIvEuGtSOozxPDQHS7PaaNGEP0UMzces0vr41gHM7w/77fP2ch8A6M0bgVY2FW6lcx+mUR1v27Xf2t1zCZv1J/e8wbrb/1PVoxC4m/zm1s8A1Sseba/TaJQz3uf17x/56p6gpGj19gbjnQixlcmbu6Tydhp19eyW7fhlljxbCV9VTmexPhdVTmTyMyLyr3rZzbjNG7beYzLGc3Yvqv2S9zNoEMFzGWjshUztzjwDbTBV1+9XowS26b3zVzYGZbC21dwAHQ3DaLNhpoYYa5dhIjSjulD7YREDVS71mEdZ92nuU8mSdap+k+l76T9Wbcr6xcp2XI88+bl6Bfl/vfRYzMn+Y3XuNw//5PA/cSzM0mgjmuMYGxVmf692rw6yIyIOSRtqHE5uvAyO0K2AU7t7YZmR7DOF0e6umzcWhogyHMFB2Udoiz458Tsj1aobsL/gwYIDCxnh3DyLusv9KfMh4yTuH5mCStJJEhHI1mwguHLDIQTE6bQRTDWRqds64n5m8btgEAwUJYCVHMsD9IE/gKJKJORflnjHIhk/unNXT0Qu4q225rHGyHwO/vCWALsACGBuYxq3OnEdKQYeWClB3HzkX9FnVvbUim6S/N0CVBG0aBQLCwDWImlGZ9XBjHKM5h9S2GlJZt+b99Hy0bIv9yTa2GcNTfLjlRMlCad1retBNTTT3kPlp+a2G+K9WjMeL/Aq1b4uqU94ev0fpNmKBOTN/0q+v12CfVN7WiYP1fxk6ceqmbjOUwjMpiKXLer86xdYzdV+Pq4xpHu7/kmNQjR/Q8rdRnLoa10XFMlynlVoIrWiL3GKd8MbUjjUnG2m63lDkIAx0E46EZfU0QaMZcj4u/drbgG8KYe0ZGgGzkzfWl8qZCbrXDWAg+Q+JYaLnTfaCJI41cYJu1qG/dVRNQZKaxpXIwkyIzmWQWu8K8AxCt55L2YdSarMdJr2uaKLEhzmclNBHYWp2Q80m6CfUpzcdxfGtT1c1V53GM7dLqX+dy5hqtb7HbFgLdxm62xsEZ7ClibA5QtoaeIzL2QtoVw9cO4ct6H7CBYJ3ROqjR+k6HKgxh3YBOTKcM+pWswHQ1NRpHaUsnjK7ANFpCzXl1vW1c20rXpST070k6Q7xXPSFHMMbOOPSOQG8eeIrw5G0E/geK6/0y9eIy7v8u6SOaxa4ECfEJpEwRbJk0Uu+08AVnYgzubYYe2L1gDlu6DoW1EDbu7L6UcjXLr6E1zTglFgCAh/1vMTzlnjlMPy3z7ykeXiVo2UqiuHLAMTDvSEM2FF8mcE23Ou6pr8v5de4jbABrB0zLhtRHzxE5T8ubnFMLKyz304uJIOqetqMlfaAXLtf4RqFImD3R7a+nka9hM9/6fDHcJAKiZVacHwg7A71Q7PCvk9C49NNJ0NTpR35uJmDppGw9Bq5xqBVRDrH+3da5/X69hEUdB9YTdvZc80Yf2+Bfo/WXy9HSzlxSnavZNa0P5JhmeuRYv19OD0aviPG3FbiDckIlDnYaj1wrY9iKWaQkLNxHuTzbhryLkNH17/F/f4JyggjCsmSPp/SXpBXmjR7bAkFfacNAXdfUAEtUMVuaYUjmRQ/BfNDtqsWxE50m47cBM14b/N/1+iHpAQJpp6x1ah7ahrA2voaAARhiviEqZ8OCyW3smjmbTvpN+0elqDHCc0D6T+QyqTGs5UaianI/Mebk907CjqU29vMYdr4SFmJSSbqhpREuMv/lMczaPQCM9mBktV9d55qzyjlhxD8+6Ldh2Dpf2xxS3yJwLBwBHI3p3wUFyDWasRi1614AtsGPOnzC/CmCPl/ul7sBI49QchJ7h+Emn0leK8d7CGT9EIxh3u9/7IhgOhKmBka4QX3LJEVVQFv7fgW7MCnEvcD9x/jXrCfs1doT0WYwtGeetPpRjJBtQGshlc61DQM5R4wo7QFPBVztrNTuKCbGF/6hZjN5egmUSRlDUA2brRdNmTQ6tOiqYxTTU2eUFVGJkbLP1YuT9j4XEuSw64XF9nh1O6eDQYyCllUdHrXbWC3qcY8ksCM6NqsgC5RmTeWjGRuZ39qYkWt8Nmqigelrl40oBkpg16tI2CCRMOIwgQzGtSNpG+U+SZ1ymzmzj+n72PNM2qOjjXKeJgmSpOEUK5xnrwdRSGowasNQxgLChIYmH1xMu+1UuxhWfV4hfEiLRFVIerFeq+31QPpB17cS8eH38QTlKa66SGBSpSjMmiiQnzNGKyOGtVyAnwKsnTBtEIqNUk0HCVM6FvO7i7wRHROV9qXRBHQYY7MbY4QuwazfpWpLxBKMA6z7WztY9jwr+HXXDpidU6uNy0LQjAmM7TCkjOAyVljOL8CoyITo54X+t9haEOiCbfBsm892jxFEUYrWuTZzjfotOWqzQMRDG+jGGALivYuAC+vnU+ofghVXPcGmnYvY8Y0uWHcsfP9Y4Hp1U1toRNFpliCOIanUGbZw6PsJIyEGsDCCrnLsa/3cltIx27CshBGChyC0UKZhlTX0Aul7ZYxRMhC2NMM6DLPQA+GQkW0QD/sffU+bDbIVXNyCIn+nYYJtFAjy7OLgMxMDkt+k5VM8eVsJNqqPa5GSRWwJzDvDOHjPvgz8O+E+0QZXvY19u16VZE2cEak/hNlSHdVIi+k0EF0Lv13nVgxj0On/XcTI/wME7Eenf7yHcidAMeZDEsoGtxHqmjNTAc3KyHjLQ316ESio38QA7ifIiYxivmTsc5ic227/716CSIgY0wKX0Sb3StIeqbc4LO0EOlQvxrLg9WLWEq2Tpb3jOOgoB0YIcm5l7PRCP455KlailXbkRxsVLti6U+sL1Lc2jnVqRFzaQgEzlvf45/aoe7arOvvXi6GyBWOIMOhfI0aF6/62nkoj37oPxWCRtVsTSlHpAlpfCgZhQ4cxZrsJG8Q5SmzxTCZL1W3aCgfPfY03tL9oHlGZBzwLbGiAdR0YPSA59dLGah1dvU6LHMqcE70jDrh++FPWhySYD01thkQ8DpreP8jSuT2s7z0efoJvLPZgIlbHAyv8Ooi+E0SxpXbUxyXbwxg214/+b1gCG1aYe3ZjWNse1byi3E/sKEGrX8d24EifaBjHDFArAUu8FbbYxJKup37wvNU6Lz3qtDqLonJBCfc8mMcQY7Ob2dHdFTy0PGEzZxouJtgu29V47UUXCBuXrvtIGfpeSb1EmfRaaaYdkErnS92r9VyttpWYYIErZGfXzXZS4sTHpeRcYyC5SlMJneMJgUFg5SOVkLM+9nHxaA8xymkJ8OxSda5mJjVsw7oWpGHjiCl33Pqutm6u0NR0M6haV9jttdsl9Rt2/CYYVudEGSaue9cbUeOsdYKOF2t2PKpuNlOlx08bJDJH7GiPvk9c++1+0+eKgSjfdjvt9aCI0RX2uGrasxLs+azboo2ZSverxKzbiHI+tCHVqL61oWrLszB/tjErsmD1ZRECh8bOT7ZRa2pE1LqqHQms86LWETHex2Cg2axXOazcWAW1u0BDEVoZoXHBMIUFbcYYngdB9FrPExzflWA7PBCMj50GodlZCK8TKXbV8UVg18RsxuY2W88x6fvLw/Xa8dX1syMMUbaVHa0VY149KN6z3Pw0gLHnxDkp3c/lRPmpky2YMem110kI9LLMUZdcxumWdKjCEFaL/Kg8kWqzD7pCfqOXAL3w4HNnBhS65P1MSD5pJ8HAiWfrEqSkkIG20zbihF4zDLZCsmErdWEYq80Z1PVy1bHafhBFJCxMsznc4/9Z2gnBvn+eaOUm900KnbMorKzO/6uGiUwqvsKEdADHYGSyF+NBa1nTDFEHQURD2GRhxJYBy2FJG/wtzD1uCzt6u+DOxQSLje5LYb000rKIrtBx3PW2USF93YaZjG2EmaFq5Er3f56gb3sI6IF6GcOVFmj9m+zwITuSiHxJ1EqnNrnyS0WuewjYUNcDldNh6NuLVZHysRVjUowlPZdEhmVRFJ1mP1DTSiAXBUy+ofwu81aYWJ1mIWVo3aoNjBzhvpPrZDcIDS2LOvqi9arWzYI0eki25xKGXBioDQQyq5k7O0KXFqJfou5hs6W2LOp+lH7VBrucI+FliYYsMZGqLqB3DMMOajl29VmtaWr2PV3RTa33kozbExhd3Q2PnWSY4V6gOAy9baWQ/Dh5s9FBkdJGRh0McHjHczx3xOEUuvxzuxpgyzkEzLqeV1GwHUYIP49gM5KabY5iYPXaVwkbYaITHuuEXtg9OodXFhxhNocY8gicHJkjsoWD3upWzy2ZVzovXcNFAknbRNb8Mp5dbuy5Xr+txRwUG/xLRzB6RLex0/+0G9mchzKEBzGss6QcdlDuKIt+kfr3Y3S5NpjTowqptxRyEYKO1oMvDVBFDGE6bIJwPkmpKjqnT6OWBcf2fuT/mm2wvW+5Lmm5OczArcAM/lPqtzR1r6QYqnEEbM9VGXtD+N2j0x5ckz7KYai0GOnf5QEee+uTao3gRpBwWEVIGbpMMPI2TrB9kXigIh+aOZYyC5Scu3mYsFxu0veCXUrFNmDSGsByX/vvSkawZgjtutj1rHZ+aWUp/SQPfcbJTr0Q1w/C4tqLMAQGY1QkS84T468aJ2G6EcXqQJhplD6LcvKlr8bUtS5oZ9nFzNjyV1Tnu2TDpXd19EXGolb2fT7BPudtmDDtQv++PYRZ1TikqUeUTnX9P84YtY0rF8Ms625e3UaMM/uZAI1ajWApR+dfS19WQlxdChhDpzlgHMXmKBFobsxmF82M0TpvhMHuNnP9AmCLPBhWKaKZ1KjSTpq0Wcu/bQxr59aVemljwpxXXAhbGkwWQQu+8WnbXQWCnay0vrfXIdsGSiLPouPlAboOqwv9toduJfrGJlzGYcIf09D4u6IxLoPdli37mnR6okrJV6wwEHgIOjfI90qFeeppM3kkXZhx7cFPtJZ7NhM8ravD2HEKPim0US4D4rN6pZwwnQcn5WnlFMeK5iB3AVyNIRa+vwJjDG/AeERJclmlzCijE4J8m2pZ4XGCfQ3zMCH7ysoxPWFbCRagKDZE+sgWOj3JxLlZ4X+0rMQp5iRIIr7CSAkL2O8f68bkQsqkthlc2UFAGOFhAmZtsbk8B3wfBuctNnuzhyIPmr0SpGFCotpi3ysKthK3FYt+GljOTct8yYOCqG9pb876u1bYxoS92GjIWNuKUrOSur7CMNrM5iABW6eNyHropKQQeRR2R0KTunzN7OvcWz02ch/byNO6ZT3BnLXHsxp9o8uQ9aJNtUP0vHY8hZGW8V3if7YR6A6bJRYk0QcnY/T9VuAY+FynOfShM6DnCSobQEmjEq7f9JxzwV6jIOxU6GOua0VO/HVUcoRL2z5Gze1KjnFSfaWNE2Hdox6WdpWj5WC5/y2Ru5z5/1AnwTMrneZwC+QZN9viQikFfCaT5BnnoJkb2fX+WYwOzIOJRlin+6HSeIuMaTYS9e16fkYcDxu6feKIbnWcZ0Mi7TkoNsJjsg5J9FEb08LAagNcs9YifyKLmjHWxrJED3RUfQmGzT0RWjoMEbQM099FAma3ZJO2YqKEwvQKa+3vxNR7LEE0RkM7whKpyvttE3tD/q/bJHomPStcZWqETE7dca4JZh3XTHCIDZYB0U8vuqoZVUYcxDC30Uw5e2UjzhjWxgPBFi9NEBiRcUqvWlRqb1xbROiH1d8yIW2vVRhcfX61kEVNh2N0vaYaemHXD/zYjIIYFNpQ1HmMiv30lS29mPyoAbmHdmZcY1UroyWIc860kRjlwOh5DIHDMhhxTVw5tgKtVxvj4IocaehxsPvK7h8XswbRumNvgD1GtqErcutigLRRoiMe2sGWuaH7sBro8mzj2DaO7HVEDDtJmdM6V6dtpZE3F5NaL1SK1IB7fdPkQxwz67rWdY5/zyE5Pc6Zsctz3T9pdFTrk6j1MokDL2uPkGLasBO5Gcewz2b3qpkUDd+Uw6RG5MxOEruYxS5mMTbaDKONPgMpDwnXY367bJ8oY0zmX1TELgoTBIapPRYiz9qw1/PNZqhd9dH11ve1j8ka2GEM4CaCvYRDu3roqIDN7osTDMED/FFkichCsy/6ejMCqaPLfktvDNcQC3F5D/q2ff5nGXCCcVJbCAwG6bx5wNAKgrw+O3/N5SXrySaIYyy1oaeFo83/W3Kc4wwLXYbOb/PrOvoMfO5IP2d6hIA91NenhVYm2hstEq907fL0dTrcK2Voj1b6dAlwEmEGV7NmlTxqWz6kXG2E17ogJQ3nnAKc4Jf9M4wX3g65Tv82/jdjBIxTR3hyT+i3HjaYyEYRs/PGKFDsJ/DGXfmk44TZhGrabjsqWr40Cy0Lie57qXsB44HnCdJC2jFj3Qo8gtn7ufLbeIJyZVw1U5mGWbZRadHU0agksO9j909UOdLHegHeU9Csj62PtJ4UveNvel9aaKJk7lhMeoA8FT5CEL2RNhcI3qqoYeth+/464iB9p3cBckEWN98RbVoO78JspbS2HRO9asfopxGCaJ6rfBd+pv7/NHxuCSYX8V6rTlJnvb1erYjarQEC8kSiT1qn6na51hJtXI1gvPNBKA7CUA4z36OidlMBna8O5c+HROkGeXNtJ4ZJbMbIy3pVZ3HWXzDnDnXDBOSYNIzwbKAJXp87g40cxHOThzO4bjF8A6OrHytg9p4WvRjnBNhrm62XXH0qv7t0jjhz+o1tSWR2O8F+1gLt8OqUITmmSQlt98gxcSblXnGQNCm/3kuAU/1DoYcWpUzZKUPXReonc0p+b6Rcr0Cgo5eYiE0X8JMVmNfMQdj+iCJOk6OKmaBD4dpLs2+phL0bs/fdAgIaPYfpwC78Tb77CPYUFjrfZuJcSsRW8CK8Uoj+W9dVG2YQreg0+2Ab0QWCEN0ITGwjMFArMVaVYHtS1Vzv8vBsBk8gdZZJKiHMKE8ybZ3qzRbWylB3Gh8NgujElmYo5ikZuk3qtwnr8haMATyECj+mMZaq6cOo+9jQCshmAFF/66iAKGr5O+nTzC5FVA8jOAkqqS+XsyjzUhyBOGiDezpY7rh6CDSrpI/piEszAaOr3yRmz79GYBl0d8JAJ0wMEryQw2as6sGM28683NfFGvkQwiSnz60F2wk83HGChyp7HXWtRY6jEMXKQvkzCRB2NnR43rX4y310OpsQHS4kZWmrQTXOfiPh+Yn1d5v1W4CZ+nmRmbBz9ix2Mpux0bwh33r8j9PoqgbV6AMdlZH5mmS9ELvF3l2pWdVF7qefVVpPYOzLeOgois2susrVtoL/GSXYqTC0PopNJYau1jv6XiLD4vBVmGclMyQu2i2/V+fcpbzK9ni0cWkra7Hoj4e/xrwmfggVrvG/lwHPNsDabljXhskHasfkGGuDTBi3uLrZneky+KQN6wmeEgbjhbo89jZMLum4Ol/qJ/cWFvAB//xjCJiZagZGQoLi4bsENmmoSo+NK8whDoeUeQphtttmN7WyjYKcrxfoYYJcZLnPdDDC45hxWa/+boejO+Fr/i22YCb2BowstmC83iY55l864LejBf8NiRglO1HAsMzCHokzEcUAJQmhuqBlyc7FRd1TGDNhPfKElYVd9hjGEGgjnBObBMII2zJbb/bUXrT1wq8dXv2bMI82kyJ5lMMEO0m4xmO60jySQI+tPNwlkRptQEkaQbfRraPAlsUET1hL5CsHtMLq5bTf3sfgQ4vhXSfBwMv+vXsIL5pJHuqxoXMr9THNBvn1CJ2n+ny0APc3+qpXUudkrknd0hhd2rkfJ9ALYPo2KqJTC1yRS9uRaaP0NH3pOQYIE0KuvGgbrmcStM7V88eGOM6u40kh640mVcYJ8kDj+lU7cw3qmD9nu/zdpx5b7lep20zjBTCLnebYHCjMgRFaGSfPxGizRVh0Yta4QUz0y2aF49oF5WOpnTOXLhZoskFsg6RlTxCOuMt4aKep09yr6QJ4P4b9vl92S5Lz9DjqvGAXKSNza1yd32uODQA3rTBtmodZJ7d4GJZeIvrStkbrmG6DlO2SZ7mmz+xMMQCBky71s2FHqJIjpZUWd7otDPLdDEtg7hFb2NHTVT6nBjBM8Ty5h210aZaq3pABiAuz6jaL8DZjwmkFyl9TKefVEnqSxUGEt5pFyOUUaK/QDpnossVw1Q/mSHvkHnHGXKP61opCh0jkXlPBRmjIZLa2WJmHUaJSpSaMYSvVaiF4YUyJkfKVg1wrt481eLXBmiYcFgXd7/aipuegyLSEJMVbF9jGiURi0u7pPNXjB+XhySRlxkWSxFHoxyzQdlTIZbjsLchh9I8YszYbrOabU/1YstcEzTPHGGyR83VKgCY7qnVsovpPOy5FyueG/D4IvZ1Q9Kzf9FilcaptVlmMAfvZhUqoVS6kfVov2Ky9dmzwzxtT52rIvWymT+sIW2+7HIioUHMt7bWJsiTnDxM84OWnVswjiCoP5YOqNfmpEZNAESZzJj94J7NhYrb1TJK91lW7RqeFnqP6+ZMkb5aDckbVdu79SFALpp9a5LjANT/0HNTnFKxzZPxlHRFCshWGlvrF6AfgJVXDRURAWN5d8ia/+fcaQL0rZxmlh+0i19z0qFIKbKXVTOBNyzHFRh1X4LjZa1m75Diz3ypY+ZeoSKxm0uRhNjFAtRGVpBlRykK8VdkVoZ9o5lOS6rXXvsz/HsPkU27FhCP8PMumZtO+IdmVIWk3y7mSs9mO8VrThnNsBlyz9pol1H0rdeyj5ImVBF4b5mKcx7Hz4vVKn9XiFNQDjonWBLQUzFPEoxgjeB0mVbALo3Bz6twclJ7SPRkO+PSrvPbAwfB9YLSPaGdFMzq1GsK6H12sgMivhMxkz2CApwne8+5g3kpP4bqiB5XqpKME9XBuXAu0NhjsvnQtCgsJ3kI2aP1+NqxugA2dsEHGzuUQRilwcOuWqTSadThVs4UQ7GyiiQPPbLU0BIYVkoVKdLTfttuh9zPLjT+wZVida++tXckQrkamoxZC6XtfliYWE3bKpU56XiXt+wMJh2OlnbqNWi/WY0zjnAHRlWB0PQTy2A78kZ+GNUaQOthHOLVEG1l22pPWF3r+aMKqEktbjXEhzLr8PwmEtOgH7vbLXQz8IdBh0itl79khQoRFKyMmR3gmzPS7Zow8DDQY3b4B4GVMxLmHQO5kPdMGn6teWL9rZ0Ln5Ea1V5xveXua9GkakkvPR4Gs5T4GCnCnRFAkUtdI+RqRBtI2iRBL3na7+bvovwmu9H4A1zNFuh55dZ5NPmgWucf/PGHWaS6FM7rNWPb+DLOmoa7TaWzpnK8arROtkMUQtinwcRhqY+SQFvPkphi88j2AEdQhCC/QlUJeEaG0qhFHtUsZLoUrhqX/2tYmgvzSIXkpQxJFosuqhf22vTy5n8vL06ywHBclLPnTOsQl3mwlg0ceerDrsafYNV2uP0mGgN5GI4eS4jBAsLPJEAEbvMQ/rraHmZz0PflSbpSGSx5rcQZcYyrQCkDfXxzHIuHF0K6fbVDIsSRwGY9TCbsf4iISnQRpVXp8/DqOot7KVA2m2vCNguhazfDrRUb0TdE8JQ+Et7GyFoiiB+sa/BRZ7RDo0GgUa5MGcbLlOiY6Ri+s9ejv+ZgnqqD8iXWZK3o+1XuMXXJjr2PayMU3hF2st4y1pE3oe7vC9fre0yG7NrFUqUybsAEzj126r7HEBpe2T3sdmA05P114kpzFBtvbjWknPknkQhA3F+J0kspznkewG9ldMberCB0N9A3IgUbfnhJ5djHfdoTSpbvtdTPOFtOwbQrX+LnKExIwT5Bep3WP7P1df1S5ctnMk58LTD+GUtP5LOvhmk6eOPnUoMQhTN7lEIaF6wGjiftxL3a2hR+XyqDhGoBx9ZE9/LRXp8sQYRGjUZjZfgwrrDcpPwH+jOBteQBf68Q8fJXkwaP5qn6DmIc4cpTvM5hkQUqigLQXLJCwh3hkmkGXMN1iv37i/dloxLDjp2IWmqcJwu5St3o4LmmhPfkiPDYGH/Plt/SwnH/KEPAYRlldBI0XDVO4tw0uXAH0wUMweM1iI8NF2aPTzs3TC5IoIs2cVlN/l0ITpgGCft2GkR8I5opWLAI9ru/w7/UwhplKIrPbMVvlCLMlhqftDCdFFGNuMyByzM57k35fDJxq0ld6C5g26bn9c7hfFtuoEJssDjJ/NAtpj0E69iEdbB22HJqO9YfnYUxfS3RL66t+KDZiZEGYRF1vacsGeGi5n4MnBoLodR3mjNIhdhTBJg9sIsB2ylzMuj4+TLkzo6FzHZPgcMzzHRIteILglcW2LEXJcdqxttuvCR6pv0TPtCFeAF6GLR2Y/MtewvN4MWYdaiSIwL1C8OCfOLeSe1wgkHfJF0fVxeVkupznpLDXD2GJo/rP9WzBC/6xFbClU3Vdq4naHQEHrHyVJbwMLwET5vXKYNIjSqRGKZwu0V/pZ1vnRMm6/GbPfS17cXIhDuxieBPQDTO+/Tr/L///8c25MZeVQZev5716KHYAgi3MGgl2BhKdJ0y4Hm97fG3yQH9W+B8/Ql5y1MQmsPVhVMTHhqxDCzHP9TxAeDxuhXu7CcZS62NxFKszaevECNtshMBnGNf5f87zP6OYuTqEZQQXKR8czU7EIa1yss9PyshqFtWql22nlMY7bTeLEo5bAOoF3Q6ppxgZ2uGQY53+343Wt31PyemrxH7sCfgLwrrl4TEbVacIk9ACizo28Uq3KJyCEde1+LJbLVtVreFkO4U67KXHUpzRcfXtKjPKsEtal5kEbEQrRiGLE5WmjXFzrtYISdH61qH/uPml+2ZPyquGbwAMABO2stHfmlmz06FQ54ybe5UYM0f6RE1GfpSRpesbZXxoVlrfR49F2sXPz6VcAAy0EbxdUpc51To3CjolQ/pFjFVh9e0c4rjcZh0paKM8/z/O4awGokzrIS9yv3FKL1MZ8o0u8dH97VfnsZ35DBn7qAXYaXaRmMmk0u82GWHXOS76bMNuY5L2yjg0lCKNs5p2MotdCa6VtMQookDXo+j3j2aDZfz12ltLhJLg3rG3sElNrUvj+iyqffqlbVFztDo9XWVP6LykRowEbiP8RLJUqA/WvQDrOiHXZliaCZTyfQHDWAirZit3ydGNothdiBoA+c11fpRhrBWjNjr0nrh+O25fHmaEJ8YoZ62isJ0gcV4b2LUqp7iQj87hknGTRP4lGLahH/gfDDN9BizogIEOwvuK2ovvUxhrUXtrAj0J0ghtvULRMonWw8QwpSfsaaX0pLJ+OUoLNDPm57TLtU/BjyQisIGASbPzsFzOQi3soRg0AukTMTx1GXbumZ3+oNnDcYL9VXVKRZL6tBDk5B6PeYhU8uZrhXbEbOZRoJ1xadM4cK+fytJP4GSLkafHZdy6HoK2y3woqL81pooFFtiLlb+gyR7WW/T4C8ulI1gQboswSMIMFs13sZNgVxc7lziujbrvk8iLZgflI46JHh8IxslOXdBIa4wANJlc0zMwzb2zm3DfCVuaZucI3edxqQ/6/yKDui86CXb3kLm+3j93kGBOa+MNgsjGmLrONV/EsJZ72XVxQdZ5L+YcQSPlr1gW+ZQ0O210SvmuCK/oKslJHYdnl5j9pAVN0HLEaxzJMxy19SUTxVsK9EPrQSPMY7txeLqBBc0wcBLBcxICl6NmQ9czai2rBDFGKT2TMvHX7Xy1+7PA1ytcezLmSUAdeZQ5b8/7xQRkFQQRgRUY+XiFwCm2iS4bOnVE1gSZHz7xUVwOo3nMeu+KzGgCLU8gf7oMkZM+4FZVpugq/XbCqOgdhMemEfSWehVQhSGsPSutAKQTRNFpT90PxxSXQG+bX2+PIA0g6mUWLqPJxXwkgUtBaWUk95J6629RyhJ+gvDrV33DY4Bg71kgUEih165EQNg1wVQvsroM1yLmEg1XnbShq+8j8tCqjmkjsJr21WoMayZK5z+LclXGMJjqD0H/ZKefNiELtTgA4xjlEmU4itwkiWhUCz0PbWNXQxSfDr0KZIFMW099roTg9Gbx9YI2XO36uepbxDjm4qRrFkEvava1aeRrTzDERWDYhMqHIGibq95aT+bVefbYjxE49XK/qZRX7YjkIv7W59phtqh7JsWEtZ2WGI8yb+wIQhqkYRWl3eJE6vVlmzpHDB1tZEREXsvGTsu9PcZTMb45glQpjSjnW4ykxYSNJK3TpB3SBtHRzdAFS+b0sIwX4WUY2wTNc4DXYfbOXTTPHod5HsxrMJHoASF5XONULTuaVGcowkKK3kD524WdaAJ24dZ/SYgVcYJFF9jzKk4W9Jop8PUQYGRVnhtKSvK4iCK5VsbfNtTj7lX7elPF6LtyMbTVLvlIchyMt9ALDENxsX9MJmMv4d0JwM1maCWetNpxTLDkzeQxzGcbwVOKojykjgX/XMlfeQS4R53jMwkTHkw0WN3TTvBwRrVIO9ByftIFwg4bFTC5vU8QFvpXfGWivToxJiEYn4UEXqn0n2zHJgohjTddT4jR2odpgxjBsrdsW7BQFoGfwOCzi/30nvUE4ck+yhcd21vV0QSdN18PdltHZWTXgIWYRULXT849hOCd7d3+tX0E7JfUM60RoCMXfugvcQ5/Eth9Jf935eZJf4vyFkNY+l6HCsUQ1guy7NMqxoIORUcxJkT8Vm+IfP3ckAmlRQPCryGWTzuGne8g2DpQDAGpu9xTGEL5WxZOKE8r0XAxoHIsqg26LfK3Zgnj+trFYOmydkaUq7EWenvgBxJt7CEwhCVNImo7xHqjgJmTJxLuxxHMmGn9oeVUHkSW8dRj6Jq3fQRtS8J0uxjtpPpAG2t59d2qfocg8rAMFlzg7w/cD9ykrhGD2cICcxnvhav4Mufv/DF8E777Opy+Fo58FuZ07mbJES9zyBue45WJI8z9B/C3XdM5wjaznoZgs0k5gUuG+zFs9HJo6jSG+VqgJwnTvpWwDaH1nW0r2XNMCB95M6oYxHquRZE4Y/51dnskmiD5+/qZIRc7WyQgj1wOiMu4t9NVbMfPheqN4irdIH2Z3UlasPQkLRJQ+QJbwdqGq92oWnJapK72vWzvOklHihBotlgES3l8JaU1K8E9WzGM8J5gmlyQSQRBnYYJHrKw2UD9LU6Gnmg2I7enoMsXJ0Y7Pr5hLA/QbUDlsru2WrIRFT7X5daLMZX+tVOKXOU0qo/8rRkaPR+qHSPbMK03XDIXdZ4YZHqO5q2PyLgoXjGO7bSSKFZSK+npkmsdidL10AughrQraiGRftFymoQpSgp7oYvSwRpR/amZxWqxHTOhRS+59jytpt3VyIAYJkIcRTnTEE5DEehIrOsagY7S2LITV7e07XGNp547jdZvfp1CXa71kT3HG4GGYB/3JbCMDcxZuxs2xfDcRawyapmraVh/DeWsFDvNLSbAyGMljBCE+W0jOMr4cxEFEHZU4toRNw9E7sSZrnQv+T1Nv8eVrwkIHY2uXi/UaFnq0Lp0iCvsKgpnG8EipPeltRdnl8EkjEacEWLXzTbYdf1s5kenQbgGYBCzt2Ge4G1UUucI5JqheALJ9go8GUNFSj5j1DVJJmEagbPDVi5vU471ESwcms3Rnn8jJtS1hLDh9TLGqhy3rp8uA8Jm78SgFdYwR2gT91GAIgz1wwZhwNfjzr3Fv24x4f7QzLmW2Xq0We7xCkZ+JbQoOYYCnQoikZce/9temGqpxwiG8ZCIgX4LVtr2upS7KLokKTu2YY9fn+MJ2PM2TD9JZKeTYCcYYav8LRFDqWCSCqMjG9MtyxDoQ9FbelcISVERZxT1m2a4GzFtPhbTrvXqnCQ6Vhs4djlRcmWz9zrCGGX8irGut2TULD8k04sAmwkTDnoN03/r8l3H45DEiJS51wZNDb5RpLf3sueNfuBJzytJo8hR2te1dJ3o41MAWYf+k2CNiaqjHk/p/6QMqUun6MipZmHzQB8M3QRrRY7tVDpdp3bzSMIRwMnQfkYfJ2/8P/N4Q795n+uKucBB8PrSGfSwlFdePNxE854FRkUH6rF2OWGVZMkm7OIIAOkPtRb0LjeHRiFZ2uTzmF2l7DnsKmsEIxPbCPpdjkndWwmevbLbA4FsRJGFOionRIJNCLrmka3TCxHn2eUI9HMFRev/taGKVdBVsC2wOeu7h3AH2RMmSTW0sZw0tB7nJeg6uAbEdS+9XZrrfrnKxUZiJoGykzJ0+K8+A14OCbfZrK7+Xf8/ru/1BPH7KNdo5vpoJ8EDVDpPaU8yxFpGBTrEVMAsGj0kNw506gHU/3WtNiQ6AeF8UZt5cTlXkhpUSxhYz2NtENaL9Ra4GDFBlOJ1LXI2M1zpGv2bXb7db1PBDNv3lDoKmaDTP/RYSvRNPxRlf/vG0xKgtxmKbQQh+XqiEoumx0H0iysaKPIqjivqvKS6sUA4j1Wu16SMzP16y7AL4+qZEslX1uuRJnB06o6ecyLT8rdAORALULtk2BG9ekGvp7ruGvYzBMKKC6JYTF9Pt1Bq+q6JWUy0Q9MioBPan4XGNqAJJnNm3wiKDeqFXZGc8RTBtb4U/O3N8A3hJNtUiuNj6yvbUZI50uEfi1rbXNdHIcpQFXtH0nM0O5x2Xdf2h7ZzXGkUdsqE67z0qMIQ1guqVF48gzYMK+YzLgvwB309gRGlF2PZ+05CknKOK0wH7i1gktTXxSR1+nUtEuxfLHAZBgUC1qVoHZd+aAiKHNXXJAlHvYQxoJb55Us+qtynVkSFT+S3vPrO4e6DOEUibZX81CeAFdB1qllon22GgWPUOXYdphp2H8oEbsfk1gpLKOcKK9NPuXGgDSbbEFwMC04yQ7m2G8OC11P5usKFMm5t6tveI1TSWnSdRXFWu+A3ETxsqI1Le0FMgzhWJWJhAcLzUhu7OnTXi+mXQwinA0A4z1Igc1cbnVpRR+Vk1gv6AUfRjyKzrRgmN0+Qz6/7QuajyLIsppahNG8pfATDmN1won9c0p8qwdaDldpit0M+SwgiGpqt1EZRG3Cq/1YxkW+5j2A0QZ0nCPItxQgTZnwJ5Q+T1Uv3avksqM9TlPe1rSN9NpQV/t/iXPcRzOllmL5YT/DAkTgOS83etRswb1OsOLbVtlnrRDtyK85bB+Fo8HJY3Wj05e3AlhcIdjDRxl9HsAPEEHAPjDYdwBUf/gZnfPi/+eNFP+XYtZhlfQLathWYt3CIpq5BJha0+8SryKBAh99riYzZ12pdpaOknX6bboWBYcz4pHnFsuv/Ut5CoAO6j4X3A2s7zC5WoX3Gdf77MIGcuNJQNHFpR9NFH3YC5/gbBIxhBCwqV107njnr2BKMbA8T7MKkdZV2ViWNSPY6F11Vm+OacvRt5aC9cT259en2dipa+OwBrbSoxAlDNYgKg8R1aFQd844o3TjGcE9iCItnKE6BIM67ridEQMUwiquzq+91uE5+9+9R8kPs8Mh0eucCncrQSZDPLE6ZjhBo9jtKTvQCP9VwMZYSAu8gcELFgNd1cjkxzQTGf63sV5L+qhZRIde487VRLgpcwoESLpTcas1G2NEh29DW83E6xjyJQ6HrLG3S89fWz6re8ibFkA2p52kSPVupH1zRPxc7b+sH7XgU1OV2n9Qiu7oOeqs8qM8aE1WmQOYqhNP2XHAdF/ZcUn761G/iKHgw2qDIxzRzqVZoA8Vey/zxbiF4x8CWdvWbGMK+wyJVHvK/N8BajqOZMf746J/SuBDTDXOgMBt2MovJYs4UNwHhfPAomUwLl7zax+zocz/B/NRseCUkkMccpddOh+eU6EStA2zHOcnNtW5tC96k26NJTc0au+puR7n0faWvXM86yLU6TUrWndoimylnQwHDeoogCzurrfetlEJyQ+J56JxFuY/kM1ZiTG3GLc4oiRtMzV6j6qVZaL1ouq4X9sCV77nEeN0TGHalFIoZxLwEvRIkV2jc+kQxZPUMw0r/dmI22GzE7AXbE3G+LlsbwHZ9/S3lWvC3HxNGzt7HUu4J0e2Nq3dSaIVwCuSODDsvRQhyQHX/246bTFaZkDpXaRwGnoEBYerqzXhLG4SFPR5YbtiSUzGLyU+OhSHNaItxZDMVy6BluW8E9ZCMBdSQdCHJsZdFWDNgaWXUJdfSz+OE8/Nd0RmBGAbaMNd6SIz2PEFu9yBuh0FkW49lNW2rFrbhpFmXHEHKkW206/HUi5+638TP4HPHEOR4iy5eSBD9i2trnBFspx3oPhRHVBvCOvQpC2o/Rq62mvoNtGPmlX7yX9qcFHoOyPxtxJ2aUC9oHWKvJX2Us6l6Hgj7azPV8v92o8u6gF6JJhYxfbYVuBPuP4bAAdT6KonT6oqopoF20noJpwACP1muoscdBOMuBr7/GfKrKt8T8Mi7TmfDqcu4YPmPOPVtT8DBUDgOnp97KD0spbChzX+LbS/meQAIjCgd5bHZa11vF1wRQZFF1zZwvYR3I8mp3yuhUt/LWI8bNX4PauleaD5NDTAh5ekUT9GBSSDntVIiXo7AyN0ofupNwf9dZFh0kcia7jedxtVHmJ13GcMiNwuNvM8DBlYQ6K0eqo3S1cgIu8IM0tgRAkNTe4AalZSNrQz04pq2sa68Eq30xLOGajoS2kzYZhQj8xOuMivVT8q2PTYbtYQBymjrGLg83Kj6uO5XMP2wRc4Rp8eODKSBrlPyDbPD1/vfot9D1Siqb7tdLoWhc03F4Ozzy0lrWKaBUr45wi8BKbHvRfWtw1tigCz2X4+p75tmTLRhNV3svstIiYpQiM6wUyT0IqBlO6kBtCciGRpSR9kayV4wZLxFRiQ3VOaeHjOto+V3O60kLeKWlSj2TZclIfQcQRuFSZOxkzmXlt3UhnYbZi6IQTTVLL9LtjRTL3XQDoHWQ3aqnFqPS6ynSxdvI3hOJ01qoe7bekSMIJh/YpA1QnEMtjQTfhupjmL418lOPkUwJEsb9MJg70I2H7IIDn4CFsLQ3BZGaGWcvDpfSDm7TTpFKo3zo1nPuL7R7RYjTfROnuDtW3EQWYirnyKiio3lIlD620WwiczF2Rv6JprltuvZqD76nJx1XhSBIfe3USz/sxThaLN+Tx+hrdLNk0JsL8qmwm3rXCsgUT527hiEPQk9cDp0pM+ttIC5DHCdD6iNBHkgwTZG5RoXY5WDrkZ4F8Eb83qADR0Y5d1AZQjjpXPkpgJ68mujVBaaJ/zf+wmHbWTBdS2OttBJfw8C98JQK8ZjlUXX9QBZNUqo2kWrEdignBXJN7KZAM0c5THedTPG09lKwCi1YQZcdhx4xb++3mywdkDFkOuHYif0Npocuyb8/DOZE7r+YPbtPME4bdJ9Q6gIBqRzMrTCaydwgpPslBIHLQ/CgiY1VIQdkHZ3E46yQPkcK1rfGjJntNE5XcawXU/tuEP5Amb/vxNY7X8/gon06LrriJyOinUSPIRXa1v1wqtZMDmujV0xgo/BzCsxmAoYJhgMg38igXGRlhjo9D8LgRP8vONtGN0na1aaiJttLNrXu3Sd3qkI6zxhQWXNcRiFIbyCyTvNE+wfLoxn3i/rCf9c2WnEpctrHWdhF0UnyP3tNRQCHbHN/5aUQEknFAZcp62sgKJanweONNO8q5FnDjkSTr8d2qGHJWxiETuZHZADJUi7dURCmPIk7RMj3nbA4sYHwnmsoi+XAcsTlCsMq5ajKEey0dwWoEfkqw+KzZh+7SdZHrysHXJfbYepqPq6TkN0DUB5VEfvcy0fXW8954VNloisK61CZKcXeMIncLox87g2VGEIR3WaQIREhzO1EpTOyhPkZbrC4jZTA/EDF1VX6Wy7qa7FQzN+mu2KYlGVoSTM5xDWg6BJFXQeM7IioPVaaJOWL2XKA4G20FZCFCsnik4+SRjveqJEkfrQxq7dVjGKNUsj1+i0Au3lSn7uIEF4JyqlpR6w54JEXvIw2uErB8082I4oYbJpFMsI3ltgK8y0jJROvdGsD4Sddjv0X2ncbKZO17HeY+7SW1JW1LGoOkTpE/t4LdGaOEREjMqYUFkjOvxulsRPF0mgnby00Rc1j0OMYdJ9dl33iyIE4sYk6jfXuEeNifSNOGq2nhIjRKeSTCV0qoCMq20U62P6IXQxtGynVc6z2OKhRhiCIebBQvDmwhjNjNHMLtm/v6jLtfV6NbrFRpx9Uoz4v/yd5IUaNvT6I30s/eLBQINvmGrDVT+Aljbqp9ulx2gYigXrVe+uOVCJpNQE5AjGGI5ihbVhLo6XGNvV698qUiNcDIVAWKE2zJOAOcwEvZPSYl0KRS31r1lCwM7K0/lRzKxmQpJUX3vodljJFVITL1EEp6CO6YGW3/OYpx1bYegp+GsZlMUYFjgNKzYfY5XUc2sbqY9tnNlhSAja129dq89P64CME7xDMi4UEoUkIadKOBRj6QmbL16qMOB60dB739rGgG0s5YBOWHCk/1akdoLQbT9hOUtT3yTQzEoR4yG3ETw5vpXw23+0kdEHW9r8h1JEMfZT/przJDI4n+BV6XrhqjLQVAap80JMJ0tum95DNsrAkvEWB0WOQ5jxTMqQCES/Sf9q1iqJE5SUbZe22W/Fc+mtqHki/fBz/28XC6iJCPlNy0MtDpJNIGgdKoSIbk8bxhFtNcPdDTy21HfUJH9b7ccqLGEp3/SlhPXSMv+C7zzq++q6p5m3mp0XmRD218UKx9VPv4UzipTQ9xB5FwJK7mOTDnodtImeWqFlVOrRSHgXElsvyjMGUcakyEsBkwuq+yEP6wyjv4Fl9C1tZ4xmNnIQW1nIAB2KrdTPMsjYyFwWJ0HaEDU2uo46CpGzjus25B3Xyu8P+59KkHoLpI8X+58R4AW/HT+Hn6zA9PfTBHIhZYuui0pvcMF2TsYJ0v+e8L8lwiL9rCNW4mxoI1r/1o2Zx6JLZc2yZUbaoPGK/6lE0MajCkM4DVy5Inpi2mkNWghdBkRaY0oLq66TlGX/po0/fX7OOr+fcvRhPBkJ50loS5eZBGlZ77SIcgR0aFizNPbvcXVzidOeZhqjDA/dz/IayUqMiW0gN5qHPLqkHJt5rJVpSALdv1sxxrw20mzHVYw/W7FB4AyoB1li0UTYS7dZ11odumoWaelz+xXBGs0EaRz2dRDMdW3U2vNjOmD3ZxRc81jfo5qHIF33suHSrzb0AmhfK2VIfyuyo4iKrDVTvgvGuLomTd6rNlZsA1HPg3oZh1EQByTK2dAGlUsnFdX1+hrX+oU6z5ZnfV6cXFcj83qtFX2g5UXq4Gq/LVcy5tqIGy/tejJCKyO0MkYz4+QZo5lJclbGpibZ2hxlJLUp0v7mmpP4bUmSNmkzx7ZNog3xQcL73msCUct9krUpav7re4oTIWunLlNDztEOmP6tgfAuRjpl1gWxLfUDiLZjkhwprxizKieLv3x0xeSjw02DGIZQclAbMYPWZ91Td5odCoPKClrDNkx0brLtrXVjPCwtTOLRt2K8ljzB3o/DBF6qCGURkw4ggy15SJUgxosYU65JJeUkXYxdhpCGSxnLuZLK4EpRwTqmvT5dvzjjOW0o2R77RmBnguvEO5XrRD5tJSJjF9VnIsvagM4FWz93AVs6CVhIIu5TK7Ss6ek7QvBmMIEeAxlfkXsJQUkdZRu5NXBEGzQMw/q/rFCXwwn2MrJlqJZ2S9tEGUrbNMugDXCByPNCzNu0OjCMxVPW+YfAgm6fKdqAGVfZPUDSYySapXdk0Aw66n6uiFMU7HkRhSLhPUbFYLSNY91XOhRabURHZEGzmUmv1YgKber/29E9JUO9ndDbjol29BEYqtqgE7Zfh9nTQvSQbYzXIr96wdflCGQtkWcLegjrCpGzPEa5NOPe29klR6LfJDIp88dOS9NwGaf6b3us4qDPlfq6Quau/tVvQ9QhcNt4F13Vbg6NmtSITSxijDz9dNIveaNL8IkK0ZUrCPLL9dvXXFHAONgGXRSBFeUsClnW7vjNhq0LBCOY+RFl9NoMtj4mMi/fdhtccuBKY5Wx0rnswvAPE+hqO/Kk66rLEmZZbDBXv+pog+gH+5x0pm0Vbq8dFhDYAqHzUqQoUXRyvSgwvcDpe4liKlJe1bjJa6N6TyEY6ChjVof6ILx4yLEkk2sywXnV1D+JQo9jgMQ4rxTiT8IO7Q1wtTGp8rMX22KwB2vpie2pZAu18as9ZlvhRTkvelHTHr1GLnDQ9xpEKc046H2hNVxzyGZY8uq4wJ4jNhOX1rGrBi49qOendhI1NBvnqqNNbuQoTxOKa1+17bavk/EdJthuSh7mG4u4zjamk8CeJ8L+y//rOY5pSBs7QqrXHM2qyrlxjJ30RTPJnIRqSKYoaINe7lmJLZXx0Gu1y/mT39SaVIRJZrKLWezyX5Yym10s4WUmD5/JuoE3E35xkK3/ah3vKCM4CpXIJRvynIutZ4TQKRIY1JrME4IxSufp77h6xM0xrRddBm4U228Z5CLeE2AWnzh7T88Rra+rl92UltUE4fe0u1IZtCcnHaPzfXVivDRgoXUPWcA0k6HD1o7FO3IgbeZM6iXeqk55kHN1josY89rTtj1zqZ/UuYeAWcoDr0fUTaMPYwxLXSuFi+rBuMV5gHKesBJ5AvZeQxsnWvFVqmdSdkrq4UJS8dULu82YaWVrL7B6Qrvq2w8PjcFDzcAzmJwsuf9UsMEQjIkwmPoBEs0IRiFPsGtLH+G3ROaAn8O6dpLJ7G/971oXk6g0HZ27p49VKmsck3snkScIZACgz9/zUqIwdhnD6lv3ZVy5U20ER93f1pP64Rm9XVRenQ9hw89+4GYJwZueRGenXWR0v7rmqYshFNmVKKIruiRpO5pM0YthUohxL2uNJjAEdtg5zRi7jCNN/jyt/q/HwjZ0NlBZ/9n10gal9Kmda24bN3GGdSi/ICG0E+WqowuaKLP1r9QDQlHoIjBhHpAboZWZTLKITXTSz59xA0c8+wrfPeU9vL/rVtiSx+TSvkDAyNYSTRBUCuFHYSuwKcH9jybMutoR9yXApdDSYFL15mGW6qFhggi8tnFkzZM0BN3fUXXWOkTgYpj1eil5/TpypR05mcNtPmtPaTzN2yMFulzRzWKDtWPskyLBjily/+Tbq1bJCOtv+//a0xaBla0x9AMJBetbX2srD/nWnaevTaKkNbscVX4UtGKSwXcxBzq8LvUqkCyHTRLipsqAcsFOC6gWrnGYrjZUgkx6vThAtOFlh5FsWdR/i9PTQbDdT5RTUW+IcpOQeBrYC46GpPwkuacYK1M51tXMV2EVtZGhMU6gNG3nTffJ3ibP2vCD8AJhj6X+v06BstNK2jEMkg4P1wrNQtnzJ8rh1oukjF/UeVrmpG2tJF/ONHEhToDUWQxkCKdLgFvnVyon7jdbNvXapq/X/RkVZncZMXq8cfw+XUjaZ9r41fNds8Xa8fHbkjOMcNH/TPppBJPOdAKddqLJkFrlXste0vYWSJbeJ89iuK6X4huMMSmG8BAwpJlSvZbZ66FdX3GobWjdo+eflk9XxAribYzxYC/7CdQuRrYD5JLjdgwLLtEjew4lQzWxdsonqDb2xJJfSGAEd/vz8XHMa0/EKEbdx1UtneckXq32/rWnG1dX2+BzCarcV/I8K4VUbc86KicvqVGxnWBD8SikMfzjYC8iOpfHPq9AwF7INRBuk8iBFtgoRyHNQlIPpT1OOBdLGzzSBp3LZu8trT1YCLNUgxh5brSutQ2UekErMvnWezVCZTZajHe7znZfT1AZUWE3uV8tbbdlMcqAijrHZvc1eiiPbOiHpVz3cC0aScKK9YJmdmUvWHngR/JHXY5NjiB64DI0zoaju02XjN6GYZB61P00G5x2TF3yIXpSHLE2gleD6y0W7Xx8bfzodDtp27EY3V0JYlTI0/S2I6TZK9Qx2zhzoZJeds1f+/4uo8SGHdaOWj9FF2gGXZ6R0ax7JT2b1FDUToT8bc8X/UY9m5hyRXv0uLT713djZKbTGH/zzBmjtFJkJptYxDjN3MXbefmIJTzxf6fClm2O+7rqkBR6PZC/O/2/bcKv1nVMbCxbt0tkrz1CDevIkN02HSV1/W7DZ25LekQgc07eyqjX/rh1SM+lp/y3EGsWWRu1ktYiJI3sFtMKHAtNbTAhuxfJPdPZSFUYwlKINnr0RBlXv9sCoFndOLZFOkArYK38qkFc+EIjLaunJ4LLK0xa3yLhhHjbm5P/V9v+qDIrTVLteOi8VK24dbjFvlZ7hFGhvKmENmjjQrTiMLmcFpsp0te4NsafakjfV6NgXQoVohegaqAX6nqMdRyL6Pq9kjEhfWDLZJK67glGLQlcOkvnDkcZcvngpQOjjer8Yeu6uDGNG2ddJ60rxx3HpxtaDqZbJ9XaZq1zoqIyel0WPa6dCS379ZRrHbGwnQiovq/zBOmG/pqk+JciM9nFbHYxmzGaeZklPNH3JngMAhY4qh6VnBwXotb+ekOnztjl+3NWmNQhTHcPQdhusOehjiZWiuq5ohF6r9+oKIW+3o6uaMhe+NoA1kZ1HAp+02pbf1OO3igm70LYX5nQQkv7FStBOrsdio3+dfIO+37cHoN0lhzvJ+yF6AbrcFYcpB6VPJQeAo/E8WCUkw2SLpQtWcQ4SosWwqkfkr8kb2TT9agX7I3MXWgFTiJgXiTv8n8IhDbK8NAsjlwr/VPJY0yCpCyFME0arjCwzQrqMRalrtkUXUYUA1nvRVYMdnmznVZ2cWywVig6PChPacu904yJnTtoP9yTlmmx+yqOBdZhbaxvW7FHGcpFwm9PrARbXSadi/VijvUYQ/mOFhoSBRH2MyoMvx4eO4VAf8urmF1brtW62Gt2R0fLXlH3tsdTGyi2XpW25TG7imxMWRfpN5euF1TSjxoid3FykdTgso1JGfci4XxvTUzY5Ui7WoFD/Os61PV29MuFHOXzvNK58n+Jwum3isZt5SdRjiinTmS6E+gwTLBf3E5mMeLPZUmJGGI+rGsyz12W3m3QSzBvohDXH3bajLDURYJ0K9dYxBF/lfASwY4aelyFES4A/dArc3cM089iN2jCSsa+E8Oq2vv+xkEix/ae2wLRvRKxyqtveWV6D0FkX/pB5NCe4/K7jt7I91P+b09j3jYI1dldBik1WwHYTflio79tBlOHZaB8kdJwWf9yj6mENqh1SM51nqBS12lvPS20BxXnSVWLuPCV61xdH52rJb/bjIJOzteTwc7Hq+UhqzTXuZSQbrfdHxDIqW6vXsRdDwZGod7j52L30jhItidvM96Q5kGDcsh41zpvXeOTBFGMWyW9Y4+t/j3nOF/Kmg64ok1pHI0og26E4KHJeuQIJ2FxNMSxS9IGmY+2kyMpPvWaY1PFDut+qbUM19oQJ995yuVYo1ZSwr6XzZYmcQb1PLTXWm0I+6kALYSaM2m1bRezgl19Qmy4rmc90ExgzLmcqqg+bySZnpU10xWVkWPbMAawbJUXleqlyYpKY27PZTGo7Qc85bdKiNMLcQ8l63HKW+fYO5PZ5ydDSiutiBm4uAnn6jzXU8cuJtjOrdRKUiaUrfyrFeaoUFLU7/pv7QUKsy3XC9Mhx8ZJlm85SvBSdAkR6FyqesA2fCoxh9KW9YTDUjLRbENRFM1iyvP18pg+EwZIoghT7eQUCG9G7mpzVP9qNqSTgBl/GLM/rYuJ0fezZbZeqCbqIHXSO06I0gR3KKsSJnC/InQhwRsaK8lvWiNX36tSHyR1QHIEMivyrp+yt++ZNsWn1vlr7xLielOZDdEheQwbKHvRCksk87+HIL9vK8F8rBRBqwQdkteGms7Hx/F/F6KMPc10jZNsz78J8LfYCt9f3xPH30kW/Kh5LjIjDJ70ddy95DfbSdCkQjfBg449BHpZ5rTk48ob1CC8x6tdloscKBKt52xo0krrqBxGBkUmo8Zb1nsN3dYTTE5wi/+Z539aIOcwKMcmm82b5UalPe0EzHStBrFLD7hsGpcDK5CxrARhffWYaaN4nGCfdSlvXH20EyROSb86b8xRN+10igy6bC5N2MlxvSMXhB+o0ykq+n5RulrP8YUYOdD37iN45sWWneS6qwpGeFL9X09S14LvmmCCpAugHty0oVb7Pnb5tlK14TrHVspFx3dcqDwKBUyOsN0vcYZWGrjyi5LeR7+UQjxCWzlLGTK5JVyhc8b3JbgmlZ68exrVsqUQZufr6YhMVd+4mEB7MYtDJWck6jeXzOqUjKl24qKQtJ9tJslmEOX/elumJP2aRh/bi+e4dTwptCHqYql0GXsCU1W21p2aWbVhr0lRaTzyEh1t3NZbN9tjncTYE9jRKgsTBEywVe1Jf8cI2VN4bDRvXpozAIGxl0RW0yLuvpXWvqQpJ3pc9U4pOnVmXP3tuoeL5Eri6KRdv12M7jDlD9q5ronqR02GQrl8aDs0PVJeNYF7AXBNKJdyclntdu5iJaa2XtAzKcpQt88RSF4NlCsgl2dVrccp9awn9GKYhDHT4VL7YTmB7W3qa/sIEvKlPGGeajEkGkm29UwjAdOukUTpSYRDGJx71LVJw5xTuTjb8ykJg9dIkCcoDL+wN6LQx0nWt1HQRlUlJDVo0zD5jdb/baddXy/yvYHgzXyuUJwck7dajROeG1MJHSHS/ZVU7uQ5CxeDHqXLoqBD3UnnsCuVJynsxa9VHZMFVpdTDabaudWGUtr1QK6zdyUSmXhKHYOgr3U5+iEkm7ix516Uw5EUeu5r4sT1DJENvaXZYr/8HoK80n4YaoWhM6C7w9zeT30Yen0e/XMWMkmOIeYxQisT97fDDzBTm0cIWHNdnshR2ocm9XjaD3bpMbDTPDTiUlU09LoqO6RIznAHQRRrmECn6wiP7DSjoccpqSPp2jFKZNElKwXrPGmLIKl8yXmSAqX1iWubRblmyvYRLmDCT+Ih2MZQwToexRikEThBnJebFGnKtMtypWXUE5JioMtrJHqgq0XSPotiy+1wkG2IgRFYyVHSi6VWOtPFrBZwG8JpIIa/bkdS462axSQNqmHbZZ6ivrXBl9RB0W88su+vF4hqkSb/zAXpf5fjp8PVEK6r7hOd116wPtMJW6dWgouVEdhh4TgWxnWskrxNhdxrA9xmvaSeSRY+FzOWBPVoU7VRhALh3MhixP9d19lrrc3I18aklZfn+rvauWKPsTawffhTs1icWcoRnunvKkyRgLsLOa5JDdAkcEWAXahVXwgTLNsNSqpUs/+76DFhi2We6tRFqa/8pkmtWusXNT9sHW7PPzviH2Ub6pQPObegrtHnpEcN0mCzJlFPcLsQ5YFEdYB0jp2gnRTa8IpibV2wByUu36fWyXUAYc9UWLuk3nQlJG1z0nvohQnCLPEIvhtOOKQjSLoYaKOlWtiLT5p2u9gbXafpNobscqOclajrxGiVsZHQmjBt7QSyliSv/WBM/9iMYpHq30YG7nlUjeNsI+/4LCHYCaXPOr+VgHHZQMCySNumc/xrYVSlrbpfNbvjemYgTl8kYcPtsRS51Q5X2raIrHYSvI1U70CzI8E9DiUc6RGmVCPKAUti7FQyTKuVmUprmMCVNiJrZ5wete+p+yDpcy4ThB3jtDpS7wqgdbYYfZ0Yg68zyBX2i83lJmllhFnsZBGb2Mksfvqm8+GIJtO0Xi37doqQ3bfE1FsbfHpO2kw71jlR90qqI+VBweXQvdy0fwtqR4zjCRjTYXWN1nUi86KzdR/b9ahkm7nmsSYeIGwfSP+3Uc4s22SZSx/J/fU1cn475eOXDlVYblGTUBrcRrQgaAHUxnKlHD4S/J4UuqOTwGaRkpahkeYJfFkskjAvaVErw+aCSzG4+nYq2fQ45Am/FjwNZMHUbXSF3bF+q4fTUaleaYxgCCslvQDokJudDpTknvoBJTstpp5IG7ZMMldzVG6vbbzsCTZYl10NZHFyjUmcc2/fQ1CtLq72HlFjWU09RM7jwtVpMR3pMbocl86B8LomDKKOwhFxXSUklXlXdCrNvLXr5Io654KfcpT2zy0WZzKTSWazi3kMMclMmlrGmMjpaGCUc1ILXHo1KYoke8ATQpEQ4ZxG5TfNlutorF2WNtRdc8Cuv/5d8pAb1UcbprYxLHWOyldOE8l0RWBdeefVj2UNOcLSkTpcJU+n5jDMyTbK2QOd26XDjTZ0R9tMcFrDVMqwn5i3c2R02fYg6iR1zXLKsUG/zfqYXJfEKNikytMsRb0MinoJjm0U2HlR4A5j6qeZ5Zw05bsWmyTiezjB2CRFI4Ec67K0NyvjKuygdvLSGqlpYMt+UiZYswI6JCY7C9jtTYJRgjkq/SNjnUZubadPK0nNaIqSr1ZutNKWj8z1bZSnIU3FPEyLWpxX0Xkim6J3IdBRWtfFMY0yvjLeSRxbnX5jL3yulJqk6PU/enEX8qASGjHh5BzBvqhp51RaJOnfaq7VzqvMPdnjtR04HRPR6AFeIJyWpu/n0q3VMmx6bUzqZAm0nlrsf2/ARGp0jrSPCcyDcKMwWczRzBgdDLCMF5nFLlrnjjKxpd1/WE5kVrc/6sGyJMy/1Fe/4reHdLv5FEi+fZrowRHY8rhhg0P7M+u5IJC2jTiOpZVDPeePAJZTvsNOHEGqy5f7aGZYG9JyXV6dJ3/LMwKdBHZmv3VtetRAOWqvQg+ACKxsmgzhwaln7pjUIU0HVMPqurxc+ZbXnNa6UOptffT9pottECRl0/T5LsTl7dRTBjKkgyz8enGVYzKfk8pcmtBeJdiRIfl7KiIjcn8JJcp8czEke8oArhdcrE2l+adJgKI6VivSsEAaNoOlGc6046PfiDXdurUa1MKa6etrTS9L0lcFgrejVjvWOK4Th061oUX93ATNLWPMY4gFbGMRm5jFLmaz07xhbULu4bp3PWSgFscpSflFjNwK+SKGo36xRZyjFOWcVEqHENhGqtYJSeXKzgQQVJIR7ahLe+SBZbEza1+HUkpqVP6L9ggWE7w33vWwlCvEnDRkUWtoQxiwar1zvUWJ5FWK56o9Le0cJM2vsr3naoz8OFTKEdOotkxJ2BehBbcTVGub0rAVL+Le67bS/cVA0uxhHHMy3UZTWrnXi5k2BPSuCWIQFki2a8Qopm91/6RJO3LVE8rbJgxzmjnrivLkrd8LGLYpKsUFx2/TjVrLHid4c5vkWer7aqNStjzsJHgrnYtximOD9TEtDzaznrZd2mGz8xLlOwm79jyBFRW1nlWDOJl3RR3rAb0eyfyQegxi3v6pHRpbR+k6R9VPjidZw6R8e2ySQq7Vew2PEJBrfm74MuBogqa1wHGz13Ia97GIzRzwwCgUYd7pQ/Ru8DC6TWwU2zjE+n/a+m4lMMamSv/r/b01dJkuo9S1o0OSMa/0m9YJSR/md0XW9P9FN7sYZHs/7IXQtNRM44Fh4AHHNbrMykhpCMdNFp0uEcWu7C2oFBZynW//Hbc3olYEtXgr9e4zzQhN5Xi40iVqgWapq3Feqt01QsbOlfKwL7DaNitvM4JRctpIMqPCZmurXQDj7h/3dzVwMRN2ONGOiuxpY7hWaMda/ob0jkW1xoL+f63GZtySlVSXT4fDWg+Z0aRRXNtsR1egX5ZjR1s04uq5p1hz29kSg6gDFhC8V6EINEErI+bz+qh5ZrJodo8IUvJkDmiG3CWP1Thodp3rDVtmtXPjiry66qHXgLSyaZMbRQLHIk2b7TFNGqGSdir5LYm7HkNtd6QzbauIXbgYAZtZknwtofR1zqBtgE71AhNlDEQNYNSg6IVA57asV/8fUf/XZSVBkSCsNNWYKgM7zhPbkwq1mrJlDO0nbguE95K19zXcWxCnIG2WXism3bZKcL2lq9p+qHRdNfd1zWWbUXSda0et9oUQepLFTb+OVCDyXSDMbPVT3k+1OPS19KEd1pX/awOhkWQPHjVhDCr7+nrNXzulpF7Q7ddtlnbot3lJLrdmgWuNxiW5LioNLm2Z+tkSWVfzwHJoaYRTgfMw6qcHKBpDGGAyNwPm7oai/4rlEnRkulYmWOBKR3G1tVL0OwnsyIV+dgLCz+LYzz5FRWgrOUQ6JUHOt8mPpBHAuD7XddX6Sfeb6K5hoB+KgzCUI9gBqTZUkRrhgm7EMEEelktI9oVFBeLDvHaoUI65vvdXTMU419qn9WIU9YK8L6CSst5bGc+penhpf4bdl3qhE0RF9fYEbHbext4gu5XqWMt9q3mo0GWMT2cf1aMv9MPWEhofh9FGk/c7ED51hFY2cjDjs5t5w3EvAdA/2alOcjm11UatJS1Sy95UzxVdlu5f6Sf9PdWQcZmqlB+BzCvpW9ezDpLCWBuqMISjLimoj+RzdEacB9MXWtaGqZ0nGJV3E6dchTnR71EXRDFtewPq4ZUmuTdMDUPqMt6Sbj3juj4pdJ6V9owH1TmuhzumApoBSlNGFENvPzwBARuYJCdwqiDt1C+7qObFMnYqi2uxspnzuAeO7HtOJdIuaNXWS8uynSpTLewIkf5/LfXUzKa+t+jaJHntstetoJ5pPFrGxMGIikAkRZyBpddbvTuIwDW/00ZipYwkqVKNmMRNGY9qnCkJg8vOHisI+vFec8oN74CHGs1eumcDXfDL/t9nW2cHADvnzGKcZgY/v5ggyiU749h7FFeDVuAMjI2zniAqHIVaZcyORMsYtxLoSBkn2wbR37o+SZwkzf7q6Inkaxcwz1hUIkj1/+36abIxKkrnssn0c2n6ZTPVoQr3oVJhEoouELzXXLMOe/op7Fq89yi2N4o53tuM4T2FPd0P9Sw7aqz18T3d3kqotDhVm06yN8Oe90l1gIyljO/ePrZJ4Wp/vRn49Ll66VHNw5lTyeBGpeNMFeIct0r9kqZeSfpYDKxqU4pknrl2iylinOER4AVYd6R5Vvc4oAV298zhuQWHAzAy1EphYpb5PdcIxcWEt73cF+evK3ID6Rlpu+1p7Dk5v17Rb9duXJXuZV+j/067tWb0XROgUuK+YKv/aSX89qYoD1mHG/S+cvXMJZ6KMIbNntiKKemDR1ONqWKB7YlhC7Psb+nyQGthSpIyQPXMvRbGJWrx0UyIRj1ZpzRMTprfKz1s4cJUGTk2u1HP/oPwVkxSjp0/LQuPzg+HINolkaGpWlTTym0aI9bOwdSMk31MUE076xU6tQ1MPQ/FOBgmmT7Q95wKaF1Yb9JH+kH6QtIGdCqL/k0zZTKesjOI3t+/Xn0xgdlFpproDQTzUCJABYzNIPWU5zGeBkagZwU81mbSJCZgcGixSQFfADR58Cbgr4HHmuGexf69ZF5HpTYmwQhmpwI9V5LOu7RlCeTZDbleynS91dOGXV6aNrvmsH6zZlR5LjvIBdtpsiPXIu8SIWwnrL+E7dd7Gku9kttdU+iuS+eJUWvT+nvKK3MZa3HnVnv/qUaSJP09AamHCK+dT6uVtX3Nvoak9d7bWETbk7fHwxVSdUGzN1OBqTQyK7FW+rjrQa3fFWjDKq5de4sM20xhWrQSbPm3L8Ber+z1RTtuEDaOXW2Ua/WWpkScuyegoy96S7gcgRGUo/Qq4Yk28/MQ5h0rTfhMcIN56cQofpaXvg+E9VY1ba/W2K8Wuo7aaBTZqGTU15NYrNdDpnHRDHmltHaAXPNe25bVo0qNEhcmtP8eJ3iyTyz6AmGvAnVsOpCWLZsO6PyuqPJ1Mrzr3Omsd1xZbQTMg62QbXZ4uvJra4X2vnWddd7wnnoJShzSev0ydknYLHn63j53Tz2kkxRRTKVtEGqmuE2dJ4t13jpXftsTqFSubUwJFmL2ohrD7De8p1PXoiBjJhFDl4wl2SbxSIzV1GddWyu07Ehf14ttjVpjhXXOY8Yxj4m+Lse8KfFpgrfn2W/ek8iudobj5kQSdk23vRpo8kzKXohpUztwrElBHu0FHjbnL8CI7wSwFjO0azEs8ZYC8BTGrlhP8AZMYYSrHZ84QzPtdUkxSHj9aQQOwfTNCKadUQ+ORc3pWgipSoawfTwqXxnCJKk/PrmL4CKM6Xj/U5j2FQnvZhMXtUpHRtbgWqfJmdOCLUI4lZgq1jlJW+vBBrvKsY1g+4EPzVRNxcNqaZG0r2yG5xBMIv44ZrHaG7cn0yyM7akmCU39riNp3qYY3drr39v6SjNyNhOn2TTNNGlDSH7fk0iSt1qrTra3WJoq1PPe1dxLh2nlQa4e/yO/Tyc0g6rlTRsLmv2Mc1L1Q1hLMG3rI3Aapgu6LTpN0sa4b/BimN9RzN/r8K95isAAjnqRiA1XaN41p7HOmw7YrLA25vXYJ5FBO9UIzLjbW4XWi9SIij7G1ct1D3GCXYa4dkajyA43UhrCTYQNWf0UIdYxDe3p9TmO1xM6ry/uicRKiBq4qVZ0cV65wN77E6LZ9j2xGMvOA+CecPpv/RBDGyz7I/gcRpld4wGPECw0e5pptGXCXnyqhYvpj1sAphJSbpJdI0aI30UmDo3AKcBJ/rk/I3iD0p5qexTTExfB0DIsT1PnMHNQjPvBiHvXE3HsTpxOEaapFgZTG4W9BDp+qnRP1CKXJEf4/6gunUfGuNP/vAPuhfZT+xi88CT4yW0Er7ydblZd1tWc//2IOm4jLkQujukZ8LHl5kG0vwYGvkztjlJS2FGLEYK3Pz4Bo3r+rYeHxuEhO+dfxkDmH4Tnh2sbLginX4geasXIdhtmDeojMMhg+vpFQ+rtqo/+3QU7ciFtzgPHA0v934Vh7iewJ1zPbiWpZ6W66Ocz/GuK34ebOvy/pY1F4vWULTvJnxlIaQhrI9OFAuUhGCnGdc2+kCua1MOqF5KUJf0s/48TSs3c6+vriUpenC3wLrGLuodtIGrF9rvyEKJOi9HHknjRU2FkQDJFF5W3pRHHRu7tOak2m2Yjqv6aRXL1UZowswv17Jd6OXNxiIpwabj6cirYN9dLYJLCqnMRJovT9RKkShDnQLNlSfp0KuZZPe8p7dJGmDwgNUKYibfzZV2spl1PgT3fcuqYns92KpSrvtOFtFvBpbFjpuo5CDuSFgXZbME+b2ocj5StfQMwi3LLXC+ersbZijbpea7fNFzn1WOfwCTlJEFawYta/OzyXU/8Chth3xPce0y6kEbgXEZanOEW9du4+s7BhlvhosUErLIez0br+qRvkpLcwTSMV6W+sh8CTAo7rUXgejgr6v3rGpXGLI4BirtnUkM4CnEPYMmxBzB5jBLZqGQs2XWcDqTpB5uZkXGUp71l7JPop4Nxpxvo/FjNbFUb8aoHhjEMEpTnnUK5bhPZ1ky6nG/nMms951pH9N9T6RhLWcKQ9cLZK9hBHiPHr6hz4x7eSZq2F5f/GAfd9y7Z1fPRNUdHgHvgGxsIGH5Iln9tP1QqSLqWVILcJ2oP9ygDPKp8m2SxU0zkfi+o/wsRaO9da0cro2RVH6sn4oikqIiW6A0xOLdSvve1nW6TFnHMrYaOhE4/Eq3inuf5/9Ph0t0Y6nmSsOJydVbR+pbz4s61Oyvu3L0VopgNRR/0Y4Bw31ZiOV2TSv5vhwH04jOJUWRJ+8t1/yi46us6JnWfILxQ2PcfBV6sUKbAyGN8v04SlttJR5kuxI1DpRzYOAOuIeZaF2OeJN82brziZCYOSWR2J/EqxBWN0HWaALanqJONqZr/euyjxsQ+D8fv2jCQPgh2LIjv2wJuY0LnBk5Yv+1JuMKQ0j9aD9nPMeg27lYfuVb6y16YXWtKUpmtBvZYbwc2VbjGNnqTRrEqraNJEDU3tTzadZG/JwiMI9SxJGuYC2n0Vxzixi4tIaF1k5bTCfV/+Y56kQu4DV5HqD90rm5vvWTWJVd67YiLxo763yOO3zSm0gardl5Wvqerb20kkp6REemgc6uuUgbTj3Pnzi07ZnDN9FfodwTx/fqF6a/Q7xDi+/bvp79Cv0OI79sPT3+FfkeQyezUIVvDpgaZzE4dXH1ro8FLYC7v3r2bTZs20draSkNDmtfaZgDjkYyMjLBo0SJmzJgR+i3r2+qR9evUIevbqUPWt1ODrF+nDlnfTg2yfp06xPWtjUSGcIYMGTJkyJAhQ4YMv2uIN5MzZMiQIUOGDBkyZPgdRWYIZ8iQIUOGDBkyZNgvkRnCGTJkyJAhQ4YMGfZLZIZwhgwZMmTIkCFDhv0SmSGcIUOGDBkyZMiQYb9EZghnyJAhQ4YMGTJk2C+RGcIZMmTIkCFDhgwZ9kv8/01lSDPxUH/aAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### Example 3: Multi-Lead, Global and Local PSNR\n",
    "Compute and global and local PSNR for a synthetic multi-lead ECG signal."
   ],
   "id": "a22889547d66f699"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-18T16:26:57.647878Z",
     "start_time": "2025-06-18T16:26:55.758229Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Generate synthetic multi-lead ECG data\n",
    "ecg = np.random.randn(12, 12000)\n",
    "\n",
    "# Global PSNR (n_partitions=1)\n",
    "output = ecg_noise_quantification(\n",
    "    ecg=ecg,\n",
    "    sampling_freq=500,\n",
    "    checkpoint_path=checkpoint_path,\n",
    "    n_partitions=1,\n",
    "    return_images=True,\n",
    ")\n",
    "\n",
    "print(\"Multi-lead, Global PSNR\")\n",
    "print(ecg.shape)\n",
    "print(output.cleaned_image.shape)  # (leads, segments, H, W)\n",
    "print(output.original_image.shape)  # (leads, segments, H, W)\n",
    "print(output.psnr.shape)  # (leads, segments)\n",
    "\n",
    "# Local PSNR (n_partitions=8)\n",
    "output = ecg_noise_quantification(\n",
    "    ecg=ecg,\n",
    "    sampling_freq=500,\n",
    "    checkpoint_path=checkpoint_path,\n",
    "    n_partitions=8,\n",
    "    return_images=True,\n",
    ")\n",
    "\n",
    "print(\"Multi-lead, Local PSNR\")\n",
    "print(ecg.shape)\n",
    "print(output.cleaned_image.shape)  # (leads, segments, H, W)\n",
    "print(output.original_image.shape)  # (leads, segments, H, W)\n",
    "print(output.psnr.shape)  # (leads, segments)"
   ],
   "id": "ce02f2c140e4def9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multi-lead, Global PSNR\n",
      "(12, 12000)\n",
      "(12, 3, 32, 256)\n",
      "(12, 3, 32, 256)\n",
      "(12, 3)\n",
      "Multi-lead, Local PSNR\n",
      "(12, 12000)\n",
      "(12, 3, 32, 256)\n",
      "(12, 3, 32, 256)\n",
      "(12, 20)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### 📌 Explanation of Output Shapes\n",
    "\n",
    "#### 🧩 Number of Segments\n",
    "The input ECG is automatically divided into 10-second segments based on the sampling frequency (500 Hz). For example, an ECG with shape `(12, 12000)` at 500 Hz corresponds to 24 seconds of data, resulting in:\n",
    "\n",
    "- **2 full segments** (each 10 sec × 500 Hz = 5000 samples)\n",
    "- **1 partial segment** with only 2000 samples remaining\n",
    "\n",
    "To maintain uniform segment length, the final 10-second segment is constructed by padding the remaining 2000 samples with 3000 samples from earlier in the signal, i.e., using samples `[7000:12000]`.\n",
    "\n",
    "However, when computing the PSNR for this last segment, only the valid portion (2000 samples) is considered. This ensures the quality metric accurately reflects the actual content, avoiding bias from reused data.\n",
    "\n",
    "#### 📐 Number of Partitions (`n_partitions`)\n",
    "Each 10-second segment can be subdivided into smaller partitions for detailed analysis:\n",
    "\n",
    "- **Global PSNR (`n_partitions=1`)**:\n",
    "  Computes a single PSNR value per segment, resulting in a PSNR shape of `(leads, segments)` (e.g., `(12, 3)`).\n",
    "\n",
    "- **Local PSNR (`n_partitions=8`)**:\n",
    "  Each segment is further divided into 8 smaller partitions, producing finer-grained PSNR measurements. Due to partially filled partitions (particularly in the last segment), the total number of PSNR values might differ slightly from a simple multiplication. Thus, the resulting PSNR shape is `(leads, total_valid_partitions)` (e.g., `(12, 20)`), excluding partitions without sufficient valid data.\n",
    "\n",
    "This flexibility allows users to analyze ECG quality at different granularities, from coarse (global) to fine-grained (local) levels."
   ],
   "id": "c0a476e79ccd60e3"
  }
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